Dataset statistics
| Number of variables | 22 |
|---|---|
| Number of observations | 284385 |
| Missing cells | 2254014 |
| Missing cells (%) | 36.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 66.2 MiB |
| Average record size in memory | 244.0 B |
Variable types
| Numeric | 12 |
|---|---|
| Unsupported | 7 |
| Categorical | 3 |
danger has constant value "1.0" | Constant |
operation_car has constant value "18.0" | Constant |
operation_date has a high cardinality: 36898 distinct values | High cardinality |
operation_car is highly correlated with danger | High correlation |
danger is highly correlated with operation_car | High correlation |
index_train has 284385 (100.0%) missing values | Missing |
danger has 259542 (91.3%) missing values | Missing |
loaded has 284385 (100.0%) missing values | Missing |
operation_train has 284385 (100.0%) missing values | Missing |
rod_train has 284385 (100.0%) missing values | Missing |
ssp_station_esr has 284385 (100.0%) missing values | Missing |
ssp_station_id has 284385 (100.0%) missing values | Missing |
weight_brutto has 284385 (100.0%) missing values | Missing |
adm is highly skewed (γ1 = 45.65797459) | Skewed |
df_index has unique values | Unique |
index_train is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
loaded is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
operation_train is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
rod_train is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
ssp_station_esr is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
ssp_station_id is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
weight_brutto is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
receiver has 2937 (1.0%) zeros | Zeros |
sender has 40034 (14.1%) zeros | Zeros |
Reproduction
| Analysis started | 2021-04-16 09:39:41.506588 |
|---|---|
| Analysis finished | 2021-04-16 09:40:45.875426 |
| Duration | 1 minute and 4.37 seconds |
| Software version | pandas-profiling v2.11.0 |
| Download configuration | config.yaml |
| Distinct | 284385 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2210794.046 |
|---|---|
| Minimum | 1 |
| Maximum | 4189899 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 2.2 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 219129.2 |
| Q1 | 1175631 |
| median | 2282291 |
| Q3 | 3262090 |
| 95-th percentile | 3997662.8 |
| Maximum | 4189899 |
| Range | 4189898 |
| Interquartile range (IQR) | 2086459 |
Descriptive statistics
| Standard deviation | 1209242.33 |
|---|---|
| Coefficient of variation (CV) | 0.5469719499 |
| Kurtosis | -1.206029417 |
| Mean | 2210794.046 |
| Median Absolute Deviation (MAD) | 1046187 |
| Skewness | -0.1414585436 |
| Sum | 6.287166647 × 1011 |
| Variance | 1.462267013 × 1012 |
| Monotocity | Strictly increasing |
| Value | Count | Frequency (%) |
| 3147777 | 1 | < 0.1% |
| 859657 | 1 | < 0.1% |
| 3532310 | 1 | < 0.1% |
| 2846736 | 1 | < 0.1% |
| 4060692 | 1 | < 0.1% |
| 1426962 | 1 | < 0.1% |
| 384529 | 1 | < 0.1% |
| 1834647 | 1 | < 0.1% |
| 2977287 | 1 | < 0.1% |
| 3354089 | 1 | < 0.1% |
| Other values (284375) | 284375 |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 14 | 1 | |
| 23 | 1 | |
| 28 | 1 | |
| 40 | 1 | |
| 60 | 1 | |
| 82 | 1 | |
| 97 | 1 | |
| 99 | 1 | |
| 108 | 1 |
| Value | Count | Frequency (%) |
| 4189899 | 1 | |
| 4189882 | 1 | |
| 4189858 | 1 | |
| 4189855 | 1 | |
| 4189838 | 1 | |
| 4189814 | 1 | |
| 4189764 | 1 | |
| 4189756 | 1 | |
| 4189745 | 1 | |
| 4189717 | 1 |
length
Real number (ℝ≥0)
| Distinct | 71 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.023860049 |
|---|---|
| Minimum | 0.78 |
| Maximum | 2.13 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 2.2 MiB |
Quantile statistics
| Minimum | 0.78 |
|---|---|
| 5-th percentile | 0.85 |
| Q1 | 1 |
| median | 1 |
| Q3 | 1 |
| 95-th percentile | 1.36 |
| Maximum | 2.13 |
| Range | 1.35 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.1670497071 |
|---|---|
| Coefficient of variation (CV) | 0.1631567784 |
| Kurtosis | 12.97238546 |
| Mean | 1.023860049 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.299744712 |
| Sum | 291170.44 |
| Variance | 0.02790560464 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 172511 | |
| 1.06 | 41746 | 14.7% |
| 0.87 | 27989 | 9.8% |
| 0.83 | 10560 | 3.7% |
| 0.85 | 3905 | 1.4% |
| 1.82 | 2938 | 1.0% |
| 1.36 | 2771 | 1.0% |
| 1.22 | 2683 | 0.9% |
| 1.41 | 2406 | 0.8% |
| 1.85 | 2075 | 0.7% |
| Other values (61) | 14801 | 5.2% |
| Value | Count | Frequency (%) |
| 0.78 | 6 | < 0.1% |
| 0.79 | 1940 | 0.7% |
| 0.81 | 2 | < 0.1% |
| 0.82 | 9 | < 0.1% |
| 0.83 | 10560 | 3.7% |
| 0.85 | 3905 | 1.4% |
| 0.86 | 1149 | 0.4% |
| 0.87 | 27989 | |
| 0.88 | 6 | < 0.1% |
| 0.9 | 181 | 0.1% |
| Value | Count | Frequency (%) |
| 2.13 | 18 | < 0.1% |
| 1.93 | 4 | < 0.1% |
| 1.92 | 188 | 0.1% |
| 1.89 | 222 | 0.1% |
| 1.85 | 2075 | |
| 1.84 | 32 | < 0.1% |
| 1.83 | 1025 | 0.4% |
| 1.82 | 2938 | |
| 1.78 | 18 | < 0.1% |
| 1.77 | 483 | 0.2% |
car_number
Real number (ℝ≥0)
| Distinct | 198464 |
|---|---|
| Distinct (%) | 69.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 58382707.98 |
|---|---|
| Minimum | 21094370 |
| Maximum | 98099997 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 2.2 MiB |
Quantile statistics
| Minimum | 21094370 |
|---|---|
| 5-th percentile | 30869847.4 |
| Q1 | 52871183 |
| median | 57919664 |
| Q3 | 63016737 |
| 95-th percentile | 92662030 |
| Maximum | 98099997 |
| Range | 77005627 |
| Interquartile range (IQR) | 10145554 |
Descriptive statistics
| Standard deviation | 13957131.37 |
|---|---|
| Coefficient of variation (CV) | 0.2390627611 |
| Kurtosis | 1.593582805 |
| Mean | 58382707.98 |
| Median Absolute Deviation (MAD) | 5072216 |
| Skewness | 0.6581232365 |
| Sum | 1.660316641 × 1013 |
| Variance | 1.948015161 × 1014 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 44606663 | 35 | < 0.1% |
| 92630409 | 31 | < 0.1% |
| 44335016 | 31 | < 0.1% |
| 37847035 | 30 | < 0.1% |
| 24482465 | 30 | < 0.1% |
| 37846995 | 30 | < 0.1% |
| 44439271 | 28 | < 0.1% |
| 44409365 | 25 | < 0.1% |
| 37812344 | 25 | < 0.1% |
| 37688470 | 25 | < 0.1% |
| Other values (198454) | 284095 |
| Value | Count | Frequency (%) |
| 21094370 | 1 | < 0.1% |
| 21136163 | 5 | |
| 21136429 | 3 | |
| 21136445 | 1 | < 0.1% |
| 21138474 | 1 | < 0.1% |
| 21139175 | 1 | < 0.1% |
| 21226634 | 1 | < 0.1% |
| 21232863 | 1 | < 0.1% |
| 21279708 | 1 | < 0.1% |
| 21776760 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 98099997 | 1 | |
| 98099989 | 1 | |
| 98099971 | 1 | |
| 98099963 | 1 | |
| 98099955 | 1 | |
| 98099948 | 1 | |
| 98099930 | 1 | |
| 98099922 | 1 | |
| 98099914 | 1 | |
| 98099906 | 1 |
destination_esr
Real number (ℝ≥0)
| Distinct | 1087 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 1025 |
| Missing (%) | 0.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 886024.297 |
|---|---|
| Minimum | 13000 |
| Maximum | 998100 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 2.2 MiB |
Quantile statistics
| Minimum | 13000 |
|---|---|
| 5-th percentile | 831504 |
| Q1 | 863007 |
| median | 887904 |
| Q3 | 932207 |
| 95-th percentile | 980802 |
| Maximum | 998100 |
| Range | 985100 |
| Interquartile range (IQR) | 69200 |
Descriptive statistics
| Standard deviation | 103294.375 |
|---|---|
| Coefficient of variation (CV) | 0.1165818763 |
| Kurtosis | 40.86339312 |
| Mean | 886024.297 |
| Median Absolute Deviation (MAD) | 26498 |
| Skewness | -5.741912293 |
| Sum | 2.510638448 × 1011 |
| Variance | 1.066972791 × 1010 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 862108 | 15546 | 5.5% |
| 864902 | 13940 | 4.9% |
| 861406 | 13491 | 4.7% |
| 864809 | 8940 | 3.1% |
| 911605 | 8387 | 2.9% |
| 863007 | 8112 | 2.9% |
| 946801 | 7998 | 2.8% |
| 862201 | 7491 | 2.6% |
| 893106 | 4987 | 1.8% |
| 887603 | 4848 | 1.7% |
| Other values (1077) | 189620 |
| Value | Count | Frequency (%) |
| 13000 | 1 | < 0.1% |
| 14906 | 1 | < 0.1% |
| 15701 | 1 | < 0.1% |
| 16009 | 5 | < 0.1% |
| 18502 | 398 | |
| 20706 | 2 | < 0.1% |
| 21401 | 7 | < 0.1% |
| 27802 | 4 | < 0.1% |
| 30006 | 2 | < 0.1% |
| 31808 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 998100 | 8 | < 0.1% |
| 997502 | 19 | < 0.1% |
| 997108 | 1 | < 0.1% |
| 996904 | 151 | |
| 996800 | 1 | < 0.1% |
| 996603 | 24 | < 0.1% |
| 996302 | 28 | < 0.1% |
| 995808 | 1 | < 0.1% |
| 995507 | 118 | |
| 995403 | 67 |
| Distinct | 11 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 20.06934262 |
|---|---|
| Minimum | 20 |
| Maximum | 99 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 2.2 MiB |
Quantile statistics
| Minimum | 20 |
|---|---|
| 5-th percentile | 20 |
| Q1 | 20 |
| median | 20 |
| Q3 | 20 |
| 95-th percentile | 20 |
| Maximum | 99 |
| Range | 79 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.8738641046 |
|---|---|
| Coefficient of variation (CV) | 0.04354223859 |
| Kurtosis | 3783.390195 |
| Mean | 20.06934262 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 45.65797459 |
| Sum | 5707420 |
| Variance | 0.7636384733 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 20 | 281254 | |
| 26 | 1881 | 0.7% |
| 27 | 920 | 0.3% |
| 21 | 253 | 0.1% |
| 25 | 24 | < 0.1% |
| 33 | 20 | < 0.1% |
| 99 | 16 | < 0.1% |
| 24 | 8 | < 0.1% |
| 22 | 6 | < 0.1% |
| 28 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 20 | 281254 | |
| 21 | 253 | 0.1% |
| 22 | 6 | < 0.1% |
| 24 | 8 | < 0.1% |
| 25 | 24 | < 0.1% |
| 26 | 1881 | 0.7% |
| 27 | 920 | 0.3% |
| 28 | 2 | < 0.1% |
| 33 | 20 | < 0.1% |
| 57 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 99 | 16 | < 0.1% |
| 57 | 1 | < 0.1% |
| 33 | 20 | < 0.1% |
| 28 | 2 | < 0.1% |
| 27 | 920 | |
| 26 | 1881 | |
| 25 | 24 | < 0.1% |
| 24 | 8 | < 0.1% |
| 22 | 6 | < 0.1% |
| 21 | 253 | 0.1% |
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 259542 |
| Missing (%) | 91.3% |
| Memory size | 11.3 MiB |
| 1.0 |
|---|
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 74529 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 1.0 |
| 4th row | 1.0 |
| 5th row | 1.0 |
| Value | Count | Frequency (%) |
| 1.0 | 24843 | 8.7% |
| (Missing) | 259542 |
| Value | Count | Frequency (%) |
| 1.0 | 24843 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 24843 | |
| . | 24843 | |
| 0 | 24843 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 49686 | |
| Other Punctuation | 24843 |
Most frequent character per category
| Value | Count | Frequency (%) |
| 1 | 24843 | |
| 0 | 24843 |
| Value | Count | Frequency (%) |
| . | 24843 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 74529 |
Most frequent character per script
| Value | Count | Frequency (%) |
| 1 | 24843 | |
| . | 24843 | |
| 0 | 24843 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 74529 |
Most frequent character per block
| Value | Count | Frequency (%) |
| 1 | 24843 | |
| . | 24843 | |
| 0 | 24843 |
gruz
Real number (ℝ≥0)
| Distinct | 217 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 894 |
| Missing (%) | 0.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 392403.7683 |
|---|---|
| Minimum | 3009 |
| Maximum | 731062 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 2.2 MiB |
Quantile statistics
| Minimum | 3009 |
|---|---|
| 5-th percentile | 161128 |
| Q1 | 421034 |
| median | 421034 |
| Q3 | 421034 |
| 95-th percentile | 421195 |
| Maximum | 731062 |
| Range | 728053 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 76212.44065 |
|---|---|
| Coefficient of variation (CV) | 0.1942194413 |
| Kurtosis | 4.512670237 |
| Mean | 392403.7683 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -2.405033588 |
| Sum | 1.112429367 × 1011 |
| Variance | 5808336110 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 421034 | 220656 | |
| 421195 | 17753 | 6.2% |
| 161128 | 6358 | 2.2% |
| 236038 | 5714 | 2.0% |
| 161043 | 4129 | 1.5% |
| 321067 | 3702 | 1.3% |
| 321029 | 2965 | 1.0% |
| 161185 | 2555 | 0.9% |
| 421208 | 2232 | 0.8% |
| 421087 | 2164 | 0.8% |
| Other values (207) | 15263 | 5.4% |
| Value | Count | Frequency (%) |
| 3009 | 30 | |
| 11005 | 55 | |
| 14003 | 4 | < 0.1% |
| 18023 | 17 | < 0.1% |
| 18112 | 1 | < 0.1% |
| 21083 | 16 | < 0.1% |
| 41119 | 1 | < 0.1% |
| 81046 | 5 | < 0.1% |
| 81135 | 3 | < 0.1% |
| 81145 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 731062 | 1 | < 0.1% |
| 725502 | 10 | < 0.1% |
| 721484 | 7 | < 0.1% |
| 711459 | 1 | < 0.1% |
| 711035 | 2 | < 0.1% |
| 693227 | 47 | |
| 693176 | 2 | < 0.1% |
| 693161 | 49 | |
| 693157 | 1 | < 0.1% |
| 693087 | 23 |
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 16.5 MiB |
| 18.0 |
|---|
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 4 |
| Min length | 4 |
Characters and Unicode
| Total characters | 1137540 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 18.0 |
|---|---|
| 2nd row | 18.0 |
| 3rd row | 18.0 |
| 4th row | 18.0 |
| 5th row | 18.0 |
| Value | Count | Frequency (%) |
| 18.0 | 284385 |
| Value | Count | Frequency (%) |
| 18.0 | 284385 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 284385 | |
| 8 | 284385 | |
| . | 284385 | |
| 0 | 284385 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 853155 | |
| Other Punctuation | 284385 | 25.0% |
Most frequent character per category
| Value | Count | Frequency (%) |
| 1 | 284385 | |
| 8 | 284385 | |
| 0 | 284385 |
| Value | Count | Frequency (%) |
| . | 284385 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1137540 |
Most frequent character per script
| Value | Count | Frequency (%) |
| 1 | 284385 | |
| 8 | 284385 | |
| . | 284385 | |
| 0 | 284385 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1137540 |
Most frequent character per block
| Value | Count | Frequency (%) |
| 1 | 284385 | |
| 8 | 284385 | |
| . | 284385 | |
| 0 | 284385 |
| Distinct | 36898 |
|---|---|
| Distinct (%) | 13.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 20.6 MiB |
| 2020-07-22 13:29:00 | 133 |
|---|---|
| 2020-07-25 07:33:00 | 130 |
| 2020-07-22 08:35:00 | 122 |
| 2020-07-30 13:50:00 | 122 |
| 2020-07-20 12:04:00 | 121 |
| Other values (36893) |
Length
| Max length | 19 |
|---|---|
| Median length | 19 |
| Mean length | 19 |
| Min length | 19 |
Characters and Unicode
| Total characters | 5403315 |
|---|---|
| Distinct characters | 13 |
| Distinct categories | 4 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 4080 ? |
|---|---|
| Unique (%) | 1.4% |
Sample
| 1st row | 2020-07-16 14:10:00 |
|---|---|
| 2nd row | 2020-07-16 08:38:00 |
| 3rd row | 2020-07-16 05:23:00 |
| 4th row | 2020-07-16 08:59:00 |
| 5th row | 2020-07-15 21:52:00 |
| Value | Count | Frequency (%) |
| 2020-07-22 13:29:00 | 133 | < 0.1% |
| 2020-07-25 07:33:00 | 130 | < 0.1% |
| 2020-07-22 08:35:00 | 122 | < 0.1% |
| 2020-07-30 13:50:00 | 122 | < 0.1% |
| 2020-07-20 12:04:00 | 121 | < 0.1% |
| 2020-07-17 23:40:00 | 118 | < 0.1% |
| 2020-07-23 04:51:00 | 118 | < 0.1% |
| 2020-07-22 08:29:00 | 115 | < 0.1% |
| 2020-07-22 08:34:00 | 114 | < 0.1% |
| 2020-07-30 17:32:00 | 114 | < 0.1% |
| Other values (36888) | 283178 |
| Value | Count | Frequency (%) |
| 2020-07-17 | 15082 | 2.7% |
| 2020-07-22 | 14977 | 2.6% |
| 2020-07-26 | 14457 | 2.5% |
| 2020-07-28 | 14116 | 2.5% |
| 2020-07-29 | 13868 | 2.4% |
| 2020-07-16 | 13789 | 2.4% |
| 2020-07-18 | 13707 | 2.4% |
| 2020-07-19 | 13481 | 2.4% |
| 2020-07-27 | 13370 | 2.4% |
| 2020-07-25 | 13076 | 2.3% |
| Other values (1461) | 428847 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1733004 | |
| 2 | 857687 | |
| - | 568770 | 10.5% |
| : | 568770 | 10.5% |
| 7 | 372421 | 6.9% |
| 1 | 355420 | 6.6% |
| 284385 | 5.3% | |
| 3 | 144005 | 2.7% |
| 5 | 130970 | 2.4% |
| 4 | 123395 | 2.3% |
| Other values (3) | 264488 | 4.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 3981390 | |
| Dash Punctuation | 568770 | 10.5% |
| Other Punctuation | 568770 | 10.5% |
| Space Separator | 284385 | 5.3% |
Most frequent character per category
| Value | Count | Frequency (%) |
| 0 | 1733004 | |
| 2 | 857687 | |
| 7 | 372421 | 9.4% |
| 1 | 355420 | 8.9% |
| 3 | 144005 | 3.6% |
| 5 | 130970 | 3.3% |
| 4 | 123395 | 3.1% |
| 9 | 88612 | 2.2% |
| 8 | 88035 | 2.2% |
| 6 | 87841 | 2.2% |
| Value | Count | Frequency (%) |
| - | 568770 |
| Value | Count | Frequency (%) |
| 284385 |
| Value | Count | Frequency (%) |
| : | 568770 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 5403315 |
Most frequent character per script
| Value | Count | Frequency (%) |
| 0 | 1733004 | |
| 2 | 857687 | |
| - | 568770 | 10.5% |
| : | 568770 | 10.5% |
| 7 | 372421 | 6.9% |
| 1 | 355420 | 6.6% |
| 284385 | 5.3% | |
| 3 | 144005 | 2.7% |
| 5 | 130970 | 2.4% |
| 4 | 123395 | 2.3% |
| Other values (3) | 264488 | 4.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 5403315 |
Most frequent character per block
| Value | Count | Frequency (%) |
| 0 | 1733004 | |
| 2 | 857687 | |
| - | 568770 | 10.5% |
| : | 568770 | 10.5% |
| 7 | 372421 | 6.9% |
| 1 | 355420 | 6.6% |
| 284385 | 5.3% | |
| 3 | 144005 | 2.7% |
| 5 | 130970 | 2.4% |
| 4 | 123395 | 2.3% |
| Other values (3) | 264488 | 4.9% |
operation_st_esr
Real number (ℝ≥0)
| Distinct | 636 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 37 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 933430.6451 |
|---|---|
| Minimum | 830003 |
| Maximum | 998100 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 2.2 MiB |
Quantile statistics
| Minimum | 830003 |
|---|---|
| 5-th percentile | 841604 |
| Q1 | 888803 |
| median | 947005 |
| Q3 | 984700 |
| 95-th percentile | 989205 |
| Maximum | 998100 |
| Range | 168097 |
| Interquartile range (IQR) | 95897 |
Descriptive statistics
| Standard deviation | 49976.26988 |
|---|---|
| Coefficient of variation (CV) | 0.05354042118 |
| Kurtosis | -1.054978203 |
| Mean | 933430.6451 |
| Median Absolute Deviation (MAD) | 39098 |
| Skewness | -0.5320380603 |
| Sum | 2.654191371 × 1011 |
| Variance | 2497627551 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 986103 | 34368 | 12.1% |
| 947005 | 21138 | 7.4% |
| 989309 | 10977 | 3.9% |
| 984700 | 9271 | 3.3% |
| 987801 | 7024 | 2.5% |
| 985702 | 5985 | 2.1% |
| 936903 | 4831 | 1.7% |
| 980200 | 4571 | 1.6% |
| 932207 | 4455 | 1.6% |
| 967808 | 4267 | 1.5% |
| Other values (626) | 177461 |
| Value | Count | Frequency (%) |
| 830003 | 700 | |
| 830107 | 4 | < 0.1% |
| 830200 | 1281 | |
| 830304 | 58 | < 0.1% |
| 830709 | 265 | 0.1% |
| 831203 | 494 | 0.2% |
| 831400 | 361 | 0.1% |
| 831504 | 1323 | |
| 831608 | 77 | < 0.1% |
| 831805 | 128 | < 0.1% |
| Value | Count | Frequency (%) |
| 998100 | 15 | < 0.1% |
| 997502 | 64 | |
| 997108 | 10 | < 0.1% |
| 996904 | 14 | < 0.1% |
| 996800 | 1 | < 0.1% |
| 996603 | 23 | < 0.1% |
| 996302 | 43 | < 0.1% |
| 995808 | 26 | < 0.1% |
| 995507 | 147 | |
| 995403 | 2 | < 0.1% |
operation_st_id
Real number (ℝ≥0)
| Distinct | 636 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 37 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2001030976 |
|---|---|
| Minimum | 2000035090 |
| Maximum | 2002030163 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 2.2 MiB |
Quantile statistics
| Minimum | 2000035090 |
|---|---|
| 5-th percentile | 2000035688 |
| Q1 | 2000037498 |
| median | 2001930528 |
| Q3 | 2002025275 |
| 95-th percentile | 2002025661 |
| Maximum | 2002030163 |
| Range | 1995073 |
| Interquartile range (IQR) | 1987777 |
Descriptive statistics
| Standard deviation | 975870.1466 |
|---|---|
| Coefficient of variation (CV) | 0.0004876836783 |
| Kurtosis | -1.994430623 |
| Mean | 2001030976 |
| Median Absolute Deviation (MAD) | 96081 |
| Skewness | -0.03362778002 |
| Sum | 5.689891558 × 1014 |
| Variance | 9.52322543 × 1011 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 2002025661 | 34368 | 12.1% |
| 2002025275 | 21138 | 7.4% |
| 2000039132 | 10977 | 3.9% |
| 2002025651 | 9271 | 3.3% |
| 2002025683 | 7024 | 2.5% |
| 2002025657 | 5985 | 2.1% |
| 2000037498 | 4831 | 1.7% |
| 2002025607 | 4571 | 1.6% |
| 2000037064 | 4455 | 1.6% |
| 2000038604 | 4267 | 1.5% |
| Other values (626) | 177461 |
| Value | Count | Frequency (%) |
| 2000035090 | 11 | < 0.1% |
| 2000035110 | 235 | |
| 2000035130 | 304 | |
| 2000035140 | 149 | 0.1% |
| 2000035162 | 516 | |
| 2000035176 | 3 | < 0.1% |
| 2000035182 | 325 | |
| 2000035194 | 135 | < 0.1% |
| 2000035212 | 18 | < 0.1% |
| 2000035222 | 7 | < 0.1% |
| Value | Count | Frequency (%) |
| 2002030163 | 1 | < 0.1% |
| 2002030161 | 27 | < 0.1% |
| 2002030159 | 1475 | 0.5% |
| 2002030157 | 11 | < 0.1% |
| 2002026609 | 2645 | 0.9% |
| 2002026607 | 1 | < 0.1% |
| 2002025683 | 7024 | |
| 2002025669 | 263 | 0.1% |
| 2002025667 | 120 | < 0.1% |
| 2002025665 | 37 | < 0.1% |
| Distinct | 2104 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 892 |
| Missing (%) | 0.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 41214524.29 |
|---|---|
| Minimum | 0 |
| Maximum | 99964849 |
| Zeros | 2937 |
| Zeros (%) | 1.0% |
| Memory size | 2.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 161878 |
| Q1 | 10891709 |
| median | 26648903 |
| Q3 | 77096306 |
| 95-th percentile | 93294342 |
| Maximum | 99964849 |
| Range | 99964849 |
| Interquartile range (IQR) | 66204597 |
Descriptive statistics
| Standard deviation | 33669967.5 |
|---|---|
| Coefficient of variation (CV) | 0.8169442224 |
| Kurtosis | -1.436794945 |
| Mean | 41214524.29 |
| Median Absolute Deviation (MAD) | 25589939 |
| Skewness | 0.2902644559 |
| Sum | 1.168402913 × 1013 |
| Variance | 1.133666711 × 1015 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 80298858 | 13704 | 4.8% |
| 20439962 | 13333 | 4.7% |
| 26635687 | 12315 | 4.3% |
| 93149858 | 11640 | 4.1% |
| 48134187 | 10356 | 3.6% |
| 10891709 | 8902 | 3.1% |
| 161878 | 8378 | 2.9% |
| 26644096 | 7316 | 2.6% |
| 14999355 | 5982 | 2.1% |
| 94421386 | 5713 | 2.0% |
| Other values (2094) | 185854 |
| Value | Count | Frequency (%) |
| 0 | 2937 | |
| 18595 | 4 | < 0.1% |
| 44474 | 812 | 0.3% |
| 59625 | 10 | < 0.1% |
| 64537 | 53 | < 0.1% |
| 83262 | 3790 | |
| 105147 | 29 | < 0.1% |
| 105213 | 3 | < 0.1% |
| 105457 | 4 | < 0.1% |
| 106158 | 22 | < 0.1% |
| Value | Count | Frequency (%) |
| 99964849 | 2 | < 0.1% |
| 99863723 | 8 | < 0.1% |
| 99849255 | 56 | < 0.1% |
| 99435157 | 9 | < 0.1% |
| 99417515 | 1 | < 0.1% |
| 99415491 | 306 | |
| 99339028 | 1 | < 0.1% |
| 99029960 | 2 | < 0.1% |
| 98947553 | 19 | < 0.1% |
| 98933686 | 1 | < 0.1% |
rodvag
Real number (ℝ≥0)
| Distinct | 11 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 63.14930816 |
|---|---|
| Minimum | 20 |
| Maximum | 99 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 2.2 MiB |
Quantile statistics
| Minimum | 20 |
|---|---|
| 5-th percentile | 40 |
| Q1 | 60 |
| median | 60 |
| Q3 | 70 |
| 95-th percentile | 92 |
| Maximum | 99 |
| Range | 79 |
| Interquartile range (IQR) | 10 |
Descriptive statistics
| Standard deviation | 16.21934155 |
|---|---|
| Coefficient of variation (CV) | 0.2568411599 |
| Kurtosis | 0.7669385446 |
| Mean | 63.14930816 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.05993310741 |
| Sum | 17958716 |
| Variance | 263.0670404 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 60 | 172235 | |
| 90 | 31606 | 11.1% |
| 40 | 27083 | 9.5% |
| 70 | 27060 | 9.5% |
| 96 | 10589 | 3.7% |
| 20 | 9356 | 3.3% |
| 92 | 2468 | 0.9% |
| 93 | 1850 | 0.7% |
| 95 | 1715 | 0.6% |
| 87 | 418 | 0.1% |
| Value | Count | Frequency (%) |
| 20 | 9356 | 3.3% |
| 40 | 27083 | 9.5% |
| 60 | 172235 | |
| 70 | 27060 | 9.5% |
| 87 | 418 | 0.1% |
| 90 | 31606 | 11.1% |
| 92 | 2468 | 0.9% |
| 93 | 1850 | 0.7% |
| 95 | 1715 | 0.6% |
| 96 | 10589 | 3.7% |
| Value | Count | Frequency (%) |
| 99 | 5 | < 0.1% |
| 96 | 10589 | 3.7% |
| 95 | 1715 | 0.6% |
| 93 | 1850 | 0.7% |
| 92 | 2468 | 0.9% |
| 90 | 31606 | 11.1% |
| 87 | 418 | 0.1% |
| 70 | 27060 | 9.5% |
| 60 | 172235 | |
| 40 | 27083 | 9.5% |
| Distinct | 706 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 892 |
| Missing (%) | 0.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 44587853.56 |
|---|---|
| Minimum | 0 |
| Maximum | 99976605 |
| Zeros | 40034 |
| Zeros (%) | 14.1% |
| Memory size | 2.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 4733886 |
| median | 52682351 |
| Q3 | 69546824 |
| 95-th percentile | 93315475 |
| Maximum | 99976605 |
| Range | 99976605 |
| Interquartile range (IQR) | 64812938 |
Descriptive statistics
| Standard deviation | 34019457.29 |
|---|---|
| Coefficient of variation (CV) | 0.7629758908 |
| Kurtosis | -1.439870612 |
| Mean | 44587853.56 |
| Median Absolute Deviation (MAD) | 34534395 |
| Skewness | -0.07445773709 |
| Sum | 1.264034437 × 1013 |
| Variance | 1.157323474 × 1015 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 40034 | 14.1% |
| 52682351 | 23725 | 8.3% |
| 68398528 | 22503 | 7.9% |
| 93315475 | 18358 | 6.5% |
| 69546824 | 17767 | 6.2% |
| 56738657 | 16696 | 5.9% |
| 83262 | 10171 | 3.6% |
| 28384864 | 8572 | 3.0% |
| 15199450 | 8128 | 2.9% |
| 93294342 | 7825 | 2.8% |
| Other values (696) | 109714 |
| Value | Count | Frequency (%) |
| 0 | 40034 | |
| 64537 | 30 | < 0.1% |
| 83262 | 10171 | 3.6% |
| 118977 | 1074 | 0.4% |
| 148725 | 3 | < 0.1% |
| 153790 | 18 | < 0.1% |
| 160206 | 65 | < 0.1% |
| 161878 | 1 | < 0.1% |
| 186476 | 138 | < 0.1% |
| 186720 | 2343 | 0.8% |
| Value | Count | Frequency (%) |
| 99976605 | 1 | < 0.1% |
| 99863723 | 2 | < 0.1% |
| 99849255 | 11 | < 0.1% |
| 99769585 | 4 | < 0.1% |
| 99415491 | 146 | |
| 99029960 | 22 | < 0.1% |
| 98951282 | 1 | < 0.1% |
| 98943992 | 1 | < 0.1% |
| 98404545 | 5 | < 0.1% |
| 98114965 | 1 | < 0.1% |
tare_weight
Real number (ℝ≥0)
| Distinct | 306 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 242.4687202 |
|---|---|
| Minimum | 0 |
| Maximum | 890 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Memory size | 2.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 210 |
| Q1 | 233 |
| median | 240 |
| Q3 | 247 |
| 95-th percentile | 270 |
| Maximum | 890 |
| Range | 890 |
| Interquartile range (IQR) | 14 |
Descriptive statistics
| Standard deviation | 33.00265689 |
|---|---|
| Coefficient of variation (CV) | 0.1361109872 |
| Kurtosis | 50.0745029 |
| Mean | 242.4687202 |
| Median Absolute Deviation (MAD) | 7 |
| Skewness | 5.682295411 |
| Sum | 68954467 |
| Variance | 1089.175361 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 245 | 28572 | 10.0% |
| 240 | 28136 | 9.9% |
| 235 | 11316 | 4.0% |
| 237 | 9473 | 3.3% |
| 247 | 9074 | 3.2% |
| 238 | 8918 | 3.1% |
| 184 | 8214 | 2.9% |
| 236 | 8173 | 2.9% |
| 233 | 8160 | 2.9% |
| 243 | 8148 | 2.9% |
| Other values (296) | 156201 |
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 172 | 1 | < 0.1% |
| 173 | 1 | < 0.1% |
| 178 | 1 | < 0.1% |
| 179 | 21 | < 0.1% |
| 180 | 14 | < 0.1% |
| 181 | 19 | < 0.1% |
| 182 | 5 | < 0.1% |
| 183 | 5 | < 0.1% |
| 184 | 8214 |
| Value | Count | Frequency (%) |
| 890 | 4 | < 0.1% |
| 880 | 1 | < 0.1% |
| 690 | 44 | |
| 677 | 3 | < 0.1% |
| 663 | 5 | < 0.1% |
| 659 | 7 | < 0.1% |
| 641 | 13 | < 0.1% |
| 640 | 7 | < 0.1% |
| 639 | 3 | < 0.1% |
| 629 | 6 | < 0.1% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.First rows
| df_index | index_train | length | car_number | destination_esr | adm | danger | gruz | loaded | operation_car | operation_date | operation_st_esr | operation_st_id | operation_train | receiver | rodvag | rod_train | sender | ssp_station_esr | ssp_station_id | tare_weight | weight_brutto | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1 | NaN | 1.0 | 62827035 | 862201.0 | 20.0 | NaN | 421034.0 | NaN | 18.0 | 2020-07-16 14:10:00 | 984700.0 | 2.002026e+09 | NaN | 93149858.0 | 60.0 | NaN | 68398528.0 | NaN | NaN | 249.0 | NaN |
| 1 | 14 | NaN | 1.0 | 62845375 | 913206.0 | 20.0 | NaN | 421034.0 | NaN | 18.0 | 2020-07-16 08:38:00 | 967704.0 | 2.002026e+09 | NaN | 13141274.0 | 60.0 | NaN | 69546824.0 | NaN | NaN | 245.0 | NaN |
| 2 | 23 | NaN | 1.0 | 62845052 | 911605.0 | 20.0 | NaN | 421034.0 | NaN | 18.0 | 2020-07-16 05:23:00 | 979504.0 | 2.002027e+09 | NaN | 161878.0 | 60.0 | NaN | 68398528.0 | NaN | NaN | 241.0 | NaN |
| 3 | 28 | NaN | 1.0 | 62846324 | 967808.0 | 20.0 | NaN | 421034.0 | NaN | 18.0 | 2020-07-16 08:59:00 | 967600.0 | 2.000039e+09 | NaN | 1126163.0 | 60.0 | NaN | 69546824.0 | NaN | NaN | 245.0 | NaN |
| 4 | 40 | NaN | 1.0 | 62843214 | 967808.0 | 20.0 | NaN | 421034.0 | NaN | 18.0 | 2020-07-15 21:52:00 | 967600.0 | 2.000039e+09 | NaN | 1126163.0 | 60.0 | NaN | 69546824.0 | NaN | NaN | 245.0 | NaN |
| 5 | 60 | NaN | 1.0 | 62844071 | 861406.0 | 20.0 | NaN | 421034.0 | NaN | 18.0 | 2020-07-16 06:45:00 | 986103.0 | 2.002026e+09 | NaN | 20439962.0 | 60.0 | NaN | 69546824.0 | NaN | NaN | 245.0 | NaN |
| 6 | 82 | NaN | 1.0 | 62840061 | 861406.0 | 20.0 | NaN | 421034.0 | NaN | 18.0 | 2020-07-15 22:59:00 | 986103.0 | 2.002026e+09 | NaN | 20439962.0 | 60.0 | NaN | 69546824.0 | NaN | NaN | 245.0 | NaN |
| 7 | 97 | NaN | 1.0 | 62841671 | 987801.0 | 20.0 | NaN | 161062.0 | NaN | 18.0 | 2020-07-15 21:03:00 | 988306.0 | 2.000039e+09 | NaN | 1126648.0 | 60.0 | NaN | 0.0 | NaN | NaN | 220.0 | NaN |
| 8 | 99 | NaN | 1.0 | 62839121 | 861406.0 | 20.0 | NaN | 421034.0 | NaN | 18.0 | 2020-07-16 16:42:00 | 980200.0 | 2.002026e+09 | NaN | 20439962.0 | 60.0 | NaN | 69546824.0 | NaN | NaN | 245.0 | NaN |
| 9 | 108 | NaN | 1.0 | 62838933 | 852708.0 | 20.0 | NaN | 421034.0 | NaN | 18.0 | 2020-07-15 22:26:00 | 864902.0 | 2.000040e+09 | NaN | 55472826.0 | 60.0 | NaN | 56738657.0 | NaN | NaN | 247.0 | NaN |
Last rows
| df_index | index_train | length | car_number | destination_esr | adm | danger | gruz | loaded | operation_car | operation_date | operation_st_esr | operation_st_id | operation_train | receiver | rodvag | rod_train | sender | ssp_station_esr | ssp_station_id | tare_weight | weight_brutto | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 284375 | 4189717 | NaN | 1.0 | 62823760 | 862201.0 | 20.0 | NaN | 421034.0 | NaN | 18.0 | 2020-07-16 14:52:00 | 967808.0 | 2.000039e+09 | NaN | 93149858.0 | 60.0 | NaN | 68398528.0 | NaN | NaN | 250.0 | NaN |
| 284376 | 4189745 | NaN | 1.0 | 62823232 | 862201.0 | 20.0 | NaN | 421034.0 | NaN | 18.0 | 2020-07-16 04:23:00 | 987801.0 | 2.002026e+09 | NaN | 93149858.0 | 60.0 | NaN | 68398528.0 | NaN | NaN | 244.0 | NaN |
| 284377 | 4189756 | NaN | 1.0 | 62823109 | 862201.0 | 20.0 | NaN | 421034.0 | NaN | 18.0 | 2020-07-16 10:59:00 | 986103.0 | 2.002026e+09 | NaN | 93149858.0 | 60.0 | NaN | 68398528.0 | NaN | NaN | 245.0 | NaN |
| 284378 | 4189764 | NaN | 1.0 | 62821848 | 873308.0 | 20.0 | NaN | 421195.0 | NaN | 18.0 | 2020-07-16 16:50:00 | 871802.0 | 2.001934e+09 | NaN | 94174901.0 | 60.0 | NaN | 68398528.0 | NaN | NaN | 248.0 | NaN |
| 284379 | 4189814 | NaN | 1.0 | 62820477 | 862201.0 | 20.0 | NaN | 421034.0 | NaN | 18.0 | 2020-07-16 10:59:00 | 986103.0 | 2.002026e+09 | NaN | 93149858.0 | 60.0 | NaN | 68398528.0 | NaN | NaN | 246.0 | NaN |
| 284380 | 4189838 | NaN | 1.0 | 62817416 | 862201.0 | 20.0 | NaN | 421034.0 | NaN | 18.0 | 2020-07-16 14:54:00 | 967808.0 | 2.000039e+09 | NaN | 93149858.0 | 60.0 | NaN | 68398528.0 | NaN | NaN | 249.0 | NaN |
| 284381 | 4189855 | NaN | 1.0 | 62815881 | 862201.0 | 20.0 | NaN | 421034.0 | NaN | 18.0 | 2020-07-16 09:46:00 | 980200.0 | 2.002026e+09 | NaN | 93149858.0 | 60.0 | NaN | 68398528.0 | NaN | NaN | 245.0 | NaN |
| 284382 | 4189858 | NaN | 1.0 | 62817861 | 862201.0 | 20.0 | NaN | 421034.0 | NaN | 18.0 | 2020-07-16 08:15:00 | 967808.0 | 2.000039e+09 | NaN | 93149858.0 | 60.0 | NaN | 68398528.0 | NaN | NaN | 250.0 | NaN |
| 284383 | 4189882 | NaN | 1.0 | 62816723 | 862201.0 | 20.0 | NaN | 421034.0 | NaN | 18.0 | 2020-07-16 13:56:00 | 924501.0 | 2.000037e+09 | NaN | 93149858.0 | 60.0 | NaN | 68398528.0 | NaN | NaN | 244.0 | NaN |
| 284384 | 4189899 | NaN | 1.0 | 62814017 | 862201.0 | 20.0 | NaN | 421034.0 | NaN | 18.0 | 2020-07-16 04:04:00 | 986103.0 | 2.002026e+09 | NaN | 93149858.0 | 60.0 | NaN | 68398528.0 | NaN | NaN | 245.0 | NaN |